{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3bb5e52c-14c6-4d3d-adf4-af4a17722371",
   "metadata": {},
   "source": [
    "出于解释的目的，我们在前几节内容里实现了简单的分词方法。这节会针对更先进的分词方法进行讲解，此分词方法基于一种叫做字节对编码（BPE）的概念。这节要讲的字节对编码分词器被用来训练大语言模型，诸如GPT-2，GPT3以及ChatGPT里使用的原始模型。  \n",
    "因为实现BPE相对的复杂，所以我们将会使用已有的python开源库叫做[tiktoken](https://github.com/openai/tiktoken)。此开源库使用Rust非常高效的实现了BPE算法。与其他python库相同，我们可以从终端通过python的`pip`安装命令安装tiktoken库："
   ]
  },
  {
   "cell_type": "markdown",
   "id": "195db223-adbb-4977-8f3e-ba047b214198",
   "metadata": {},
   "source": [
    "```shell\n",
    "pip install tiktoken\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "171d2817-e66c-4589-b945-885e21956424",
   "metadata": {},
   "source": [
    "此节代码是基于tiktoken 0.5.1来编写的，你可以使用如下代码来检验你目前安装的版本："
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01670c75-f965-4307-9fad-a44be669744c",
   "metadata": {},
   "source": [
    "```python\n",
    "from importlib.metadata import version\r\n",
    "import tiktoken\r\n",
    "print(\"tiktoken version:\", version(\"tiktoken\"))\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9f4564e-3fa2-4d67-bd26-5aac0fd34522",
   "metadata": {},
   "source": [
    "当安装成功后，我们可以从tiktoken初始化BPE分词器，代码如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6645931e-19d0-4f31-b422-efebd3963ef3",
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = tiktoken.get_encoding(\"gpt2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27117f92-fa04-4bdf-801d-7408c788d958",
   "metadata": {},
   "source": [
    "这个分词器的使用和我们之前通过编码（encode）方法实现的`SimpleTokenizerV2`相似："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35571aeb-f9f1-4fb0-b39c-3ba618123996",
   "metadata": {},
   "outputs": [],
   "source": [
    "text = \"Hello, do you like tea? <|endoftext|> In the sunlit terraces of some\"\n",
    "integers = tokenizer.encode(text, allowed_special={\"<|endoftext|>\"})\n",
    "print(integers)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "877adbd9-19e3-4003-848f-c0d30250e702",
   "metadata": {},
   "source": [
    "上面的代码会打印出如下的token IDs："
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01068053-d0ca-41d5-8774-eca3a9bcc975",
   "metadata": {},
   "source": [
    "```text\n",
    "[15496, 11, 466, 345, 588, 8887, 30, 220, 50256, 554, 262, 4252, \n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77e13858-d067-41cc-87b1-fe795d790871",
   "metadata": {},
   "source": [
    "我们然后可以使用解码方法将这些token IDs转化回文本，与我们之前使用的`SimpleTokenizerV2`相似："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93b36e09-0975-4079-bece-311add272612",
   "metadata": {},
   "outputs": [],
   "source": [
    "strings = tokenizer.decode(integers)\n",
    "print(strings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d8d58bc-6b1c-4fb4-a0d1-c766f4380fe9",
   "metadata": {},
   "source": [
    "上面的代码会打印出如下内容："
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8da3087-c9c5-499e-acbd-09451f77e973",
   "metadata": {},
   "source": [
    "```text\n",
    "'Hello, do you like tea? <|endoftext|> In the sunlit terraces of \n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fea5bf1d-4732-4ab1-8684-5dff55a9c4f5",
   "metadata": {},
   "source": [
    "基于上述的token IDs以及解码的文本，我们可以做出2点有价值的观察。第一，`<|endoftext|>`词元（token）被赋值了一个很大的token ID，例如，50256。事实上，被用于训练诸如GPT-2，GPT-3以及被ChatGPT使用的原始模型的BPE分词器，总计词汇的规模是50257，其中`<|endoftext|>`被指定为最大的token ID。  \n",
    "第二，上述的BPE分词器可以正确的解码和编码没有见过的词汇，例如\"someunknownPlace\"。BPE解码器可以处理任何没有见过的词汇。那么，他是怎么无需使用`<|unk|>`词元就做到这个的呢？  \n",
    "BPE使用的算法会将不在预定义词表里的单词分解为更小的子单词单元或者甚至是独立的字母，使BPE可以处理词表外的单词。所以，基于这种算法，如果分词器在分词时遇到了不熟悉的单词，他会使用一系列的子单词词元或者字母来替换它，就像图2.11阐述的那样。"
   ]
  },
  {
   "attachments": {
    "31d3b217-2cf6-42a5-8925-2fc14da23d26.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "9f815f75-3ee9-4ebb-bb6f-11d750b33d77",
   "metadata": {},
   "source": [
    "![image.png](attachment:31d3b217-2cf6-42a5-8925-2fc14da23d26.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af423bdd-0b0f-4c6f-a337-bb9c9471ae3b",
   "metadata": {},
   "source": [
    "正如图2.11所示，将不认识的单词分解为更小的的词元或字母保证了分词器，以及后续被训练的大模型可以处理任意的文本，即使文本里包含了从来没在测试数据里出现过的单词。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f91b8a4-0142-4bd2-86eb-c81302538c78",
   "metadata": {},
   "source": [
    "**练习2.1 未知单词的字节对编码**  \n",
    "尝试使用tiktoken库里的BPE分词器，对未知词汇\"Akwirw ier\"进行处理然后打印出一列词元编码（token IDs）。然后，针对这一列的每一个编码调用解码函数来重现图2.11所示的映射关系。最后，在词元ID序列上调用解码方法来确认是否它们可以重新构成原始的输入\"Akwirw ier\"。  \n",
    "对BPE更详细的讨论和实现超出了本书的范围，但简短地说，它通过循环的将常用的字母组合成子单词，然后将常用的子单词再组合成单词来构建词汇库。例如，BPE开始于将所有独立的字母加入到他的词汇库。在下一个阶段，它将经常一起出现的字母组合合并成子单词。例如，\"d\"和\"e\"可能会被合并成子单词\"de\",这个子单词经常会出现在英语单词例如\"define\",\"depend\", \"made\", 以及\"hidden\"。这种合并是由频率阈值决定的。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
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